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Python package that allows to parse typed JSON configs defined by python dataclasses

Project description

PythonConfigParser

easy, light-weight fully-typed python configs. not more, not less.

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Usage

define your config stucture in a dataclass like

from dataclasses import dataclass
from typing import List

@dataclass
class DummyConfigElement:
    name: str
    list: List[int]
    another_list: List[float]

from file

First initialize the config parser with the path to the module with the config definitions.

parser = JSONConfigParser(datastructure_module_name="mysrc.datastructures.configs")
# Then parse the config from file.
my_config = parser.parse_from_file("myconfig.json")

from dictionary

my_config_dict = {"type_name" : "mysrc.datastructures.configs.a"}
my_config = JSONConfigParser().parse(my_config_dict)

type definition

There are two ways to define the configs type:

  • specified in the config itself
    • e.g in the code example above
    • path to the config class must be specified as str in the config as key "type_name"
  • specified when parsing the config
    • if the config has no key "typed_config" set, the type can be specified when parsing the config
from mysrc.datastructures.configs import a
my_config_dict = {"some_key" : "some_value"}
my_config = JSONConfigParser().parse_typed(my_config_dict,a)

Features

  • fully typed json configs
  • nested configs
  • dict object into typed dataclass

Installation

pip install cfgparser

Coming Features

  • yaml support
  • typed optional support
  • typed union support
  • specify config from cli
  • cd pipeline
  • post hock
  • distributed configs

Project details


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